| Title: | DS4OWD Analytics |
|---|---|
| Description: | Data collected from the Data Science for Open WASH Data (DS4OWD) course and the associated website and data publishing endeavour. |
| Authors: | Yash Dubey [aut, cre] (ORCID: <https://orcid.org/0009-0001-2849-970X>) |
| Maintainer: | Yash Dubey <[email protected]> |
| License: | CC BY 4.0 |
| Version: | 0.1.0 |
| Built: | 2026-10-09 10:27:19 UTC |
| Source: | https://github.com/openwashdata/ds4owdanalytics |
Sessions attended and participated in, for the course (anonymized)
course_participationcourse_participation
A tibble with 734 rows and 5 variables
Minutes spent in the session
Whether the user is a guest or not. The course instructor and their notetaker is not a guest
Date of the session
Session number
Anonymized hash of the name as an identifier
This dataset contains information on visits to the DS4OWD website by browser used.
ds4owd_browserds4owd_browser
A tibble with 17 rows and 6 variables
Browser used to accesss the DS4OWD website
Number of pages viewed
Total number of unique visitors
Duration of visit (seconds)
Number of non-unique visits to the website
Percentage of users "bouncing" off website. A bounce is when a visitor spends less than 30 seconds on the website
Visits to the DS4OWD website by country
ds4owd_countryds4owd_country
A tibble with 88 rows and 6 variables
Country of visit to the website
Number of pages viewed
Duration of visit (seconds)
Total number of unique visitors
Number of non-unique visits to the website
Percentage of users "bouncing" off website. A bounce is when a visitor spends less than 30 seconds on the website
Data on source of website visits
ds4owd_sourceds4owd_source
A tibble with 27 rows and 6 variables
Source of visit (Search engine, organic etc.)
Number of pages viewed
Duration of visit (seconds)
Total number of unique visitors
Number of non-unique visits to the website
Percentage of users "bouncing" off website. A bounce is when a visitor spends less than 30 seconds on the website
Timeseries data on website traffic to the DS4OWD website
ds4owd_timeseriesds4owd_timeseries
A tibble with 468 rows and 6 variables
Date of data collection
Number of pages viewed
Total number of unique visitors
Duration of visit (seconds)
Number of non-unique visits to the website
Percentage of users "bouncing" off website. A bounce is when a visitor spends less than 30 seconds on the website
Location by country (and city) of the course participants. This is anonymized
locationslocations
A tibble with 212 rows and 3 variables
ISO Name for country of course participant
Name of country
Name of city
Data from the postsurvey responses of the course participants in DS4OWD
postsurveypostsurvey
A tibble with 25 rows and 18 variables
Whether the course was completed by the respondent or not
Overall course rating
Expectations from the course
Whether learning objectives were met
Rating for the structure of the course
Rating for the instructor's knowledge of the course material
Rating for the instructor's clarity
Rating for the instructor's competency
Rating for approachability of the instructor
Feedback for the course
Self rating for R competency
Self rating for version control competency
Confidence in applying skills learned during the course
Most liked aspects of the course
Least liked aspects of the course
Suggestions for the course
Any other comments
If course was not completed
Data from the pre-course survey, including previous programming experience, ease of programming, data format, current level of LLM usage, organisation type, and barriers to learning.
presurveypresurvey
A tibble with 212 rows and 15 variables
ID of survey response
Previous programming experience
Previous programming experience in R
Ease of programming
Format of data
Current level of LLM usage
Organisation type where participant works
If time availability is a barrier to learning
If supervisor's interest is a barrier to learning
If internet connection is a barrier to learning
If electricity availability is a barrier to learning
If availability of a compiuter is a barrier to learning
If interested in sharing a dataset
Metadata on packages published directly as a result of DS4OWD.
publishing_metadatapublishing_metadata
A tibble with 34 rows and 14 variables
Identifier of dataset
Name of the package
Github ID of maintainer
Source of data
Difficult of cleaning data
Current status
Description of data package
Location of data in the package
Date of publication
Link to github repo
Link to package website
Zenodo DOI of package
Temporal coverage of data
Keywords to identify data